The course is included in these curricula and study modules
- Information technology 2014 - Machine learning and decision support system development
- Information technology 2015 - Machine learning and decision support system development
- Information technology 2016 - Machine learning and decision support system development
- Information technology 2017 - Machine learning and decision support system development
- Information technology 2018 - Machine learning and decision support system development
- Information technology 2019 - Machine learning and decision support system development
- Information technology 2020 - Machine learning and decision support system development
- Information technology 2021 - Machine learning and decision support system development - advanced studies
- Information technology 2022 - Machine learning and decision support system development - advanced studies
- Information technology 2023 - Machine learning and decision support system development - advanced studies
The course takes place in period
- 1 (2023-08-01 to 2023-10-22)
- 2 (2023-10-23 to 2023-12-31)
Level/category
Teaching language
Swedish
Type of course
Compulsory
Cycle/level of course
First
Recommended year of study
4
Total number of ECTS
5 cr
Competency aims
In this study unit the focus lies on the following
competencies:
Machine learning and decision support system
development with an emphasis on:
Prescriptive issues and model improvements
Ensemble learning
SDG's in focus:
#4: Quality education
#9: Industry, innovation and infrastructure
Learning outcomes
Upon completion of this study unit:
You are familiar with prescriptive issues and
model improvement on a theoretical level.
(Knowledge)
You are able to improve model performance through
different types of ensemble learning techniques.
(Skills)
You see the benefits of applying prescriptive
analytics to make better decisions through
analysis of raw data. (Approach)
Prerequisites and co-requisites
Decision support systems and verification
Study activities
- Lectures - 27 hours
- Project- and production work/artistic activities - 81 hours
- Individual studies - 27 hours
Workload
- Total workload of the course: 135 hours
- Of which autonomous studies: 135 hours
- Of which scheduled studies: 0 hours
Mode of Delivery
Participation in tuition
Assessment methods
Project work
Teacher
- Kuvaja-Adolfsson Kristoffer
- Karlsson Jonny
Examiner
Welander Fredrik
Home page of the course
Group size
No limit (29 students enrolled)
Assignments valid until
12 months after course has ended
Course enrolment period
2023-08-10 to 2023-09-06
Assessment methods
2023-02-28 - Other assignments
Date | Time | Room | Title | Description | Organizer |
---|---|---|---|---|---|
2023-10-25 | 09:30 - 12:30 | F365 | Preskriptiv analytik | Introduktion till preskriptiv analytik | Kuvaja-Adolfsson Kristoffer |
2023-10-31 | 13:00 - 16:00 | F365 | Preskriptiv analytik | Introduktion till preskriptiv analytik | Kuvaja-Adolfsson Kristoffer |
2023-11-09 | 09:30 - 12:30 | D399 | Preskriptiv analytik | Kuvaja-Adolfsson Kristoffer | |
2023-11-13 | 09:30 - 12:30 | F365 | Preskriptiv analytik | Kuvaja-Adolfsson Kristoffer | |
2023-11-20 | 09:15 - 11:00 | F143 | Sisusession för IT & Media åk 1 och 2 & MTH1 på Campus och ONLINE | Detta är en hybridsession där ni lär er använda Sisu, så man kan delta endera på campus eller online. Om man deltar på campus rekommenderas att man tar egen dator med sig (en padda eller smarttelefon fungerar tyvärr inte). Sessionen ordnas av Arcadas studieärenden: sisu@arcada.fi DELTA VIA DENNA LÄNK: https://teams.microsoft.com/l/meetup-join/19%3ameeting_OTI1NGMzNzUtNjQwYy00MmE1LWIwYTktZmY1YTZjYjkzZTE2%40thread.v2/0?context=%7b%22Tid%22%3a%2286080f64-b23d-4f93-8c43-e65f2588b9c3%22%2c%22Oid%22%3a%2295120ab9-e6c5-4d68-b283-421bbe101856%22%7d Välkomna! | Ahlroth Siri Eerola Sabina |
2023-11-22 | 09:00 - 10:00 | F143 | Gästföreläsning - Johan Nylund, Netflix | Buttler Pekka Karlsson Jonny Kuvaja-Adolfsson Kristoffer |
|
2023-11-22 | 10:00 - 13:00 | F365 | Preskriptiv analytik | Kuvaja-Adolfsson Kristoffer | |
2023-11-24 | 09:30 - 10:15 | D4110 | Studentdialog för 4:de årets IT-studenter | Utvärdering och diskussion | Biström Dennis Dayama Niraj Grönholm Hanna Karlsson Jonny Kuvaja-Adolfsson Kristoffer Scherbakov-Parland Andrej Welander Fredrik |
2023-12-11 | 09:00 - 13:00 | F365 | Preskriptiv analytik | Presentationstillfälle | Kuvaja-Adolfsson Kristoffer |